{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TSNE plot of embeddings with sklearn tsne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function \n",
    "from keras import backend as K\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import time\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_activations(model, model_inputs, print_shape_only=False, layer_name=None):\n",
    "    print('----- activations -----')\n",
    "    activations = []\n",
    "    inp = model.input\n",
    "\n",
    "    model_multi_inputs_cond = True\n",
    "    if not isinstance(inp, list):\n",
    "        # only one input! let's wrap it in a list.\n",
    "        inp = [inp]\n",
    "        model_multi_inputs_cond = False\n",
    "\n",
    "    outputs = [layer.output for layer in model.layers if\n",
    "               layer.name == layer_name or layer_name is None]  # all layer outputs\n",
    "\n",
    "    funcs = [K.function(inp + [K.learning_phase()], [out]) for out in outputs]  # evaluation functions\n",
    "\n",
    "    if model_multi_inputs_cond:\n",
    "        list_inputs = []\n",
    "        list_inputs.extend(model_inputs)\n",
    "        list_inputs.append(0.)\n",
    "    else:\n",
    "        list_inputs = [model_inputs, 0.]\n",
    "\n",
    "    # Learning phase. 0 = Test mode (no dropout or batch normalization)\n",
    "    # layer_outputs = [func([model_inputs, 0.])[0] for func in funcs]\n",
    "    layer_outputs = [func(list_inputs)[0] for func in funcs]\n",
    "    for layer_activations in layer_outputs:\n",
    "        activations.append(layer_activations)\n",
    "        if print_shape_only:\n",
    "            print(layer_activations.shape)\n",
    "        else:\n",
    "            print(layer_activations)\n",
    "    return activations\n",
    "\n",
    "\n",
    "def display_activations(activation_maps):\n",
    "    \"\"\"\n",
    "    (1, 26, 26, 32)\n",
    "    (1, 24, 24, 64)\n",
    "    (1, 12, 12, 64)\n",
    "    (1, 12, 12, 64)\n",
    "    (1, 9216)\n",
    "    (1, 128)\n",
    "    (1, 128)\n",
    "    (1, 10)\n",
    "    \"\"\"\n",
    "    batch_size = activation_maps[0].shape[0]\n",
    "    assert batch_size == 1, 'One image at a time to visualize.'\n",
    "    for i, activation_map in enumerate(activation_maps):\n",
    "        print('Displaying activation map {}'.format(i))\n",
    "        shape = activation_map.shape\n",
    "        if len(shape) == 4:\n",
    "            activations = np.hstack(np.transpose(activation_map[0], (2, 0, 1)))\n",
    "        elif len(shape) == 2:\n",
    "            # try to make it square as much as possible. we can skip some activations.\n",
    "            activations = activation_map[0]\n",
    "            num_activations = len(activations)\n",
    "            if num_activations > 1024:  # too hard to display it on the screen.\n",
    "                square_param = int(np.floor(np.sqrt(num_activations)))\n",
    "                activations = activations[0: square_param * square_param]\n",
    "                activations = np.reshape(activations, (square_param, square_param))\n",
    "            else:\n",
    "                activations = np.expand_dims(activations, axis=0)\n",
    "        else:\n",
    "            raise Exception('len(shape) = 3 has not been implemented.')\n",
    "        plt.imshow(activations, interpolation='None', cmap='jet')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from heartnet_v1 import heartnet\n",
    "load_path='/media/taufiq/Data/heart_sound/models/fold1_noFIR 2018-01-24 16:28:06.346153/weights.0083-0.8925.hdf5'\n",
    "model = heartnet(load_path=load_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(78021, 2500, 1)\n",
      "(78021, 1)\n",
      "(9834, 2500, 1)\n",
      "(9834, 1)\n",
      "loading complete\n"
     ]
    }
   ],
   "source": [
    "from heartnet_v1 import reshape_folds\n",
    "import tables\n",
    "fold_dir='/media/taufiq/Data/heart_sound/feature/potes_1DCNN/balancedCV/folds/'\n",
    "foldname='fold1_noFIR'\n",
    "feat = tables.open_file(fold_dir + foldname + '.mat')\n",
    "x_train = feat.root.trainX[:]\n",
    "y_train = feat.root.trainY[0, :]\n",
    "x_val = feat.root.valX[:]\n",
    "y_val = feat.root.valY[0, :]\n",
    "train_parts = feat.root.train_parts[:]\n",
    "val_parts = feat.root.val_parts[0, :]\n",
    "\n",
    "for i in range(0, y_train.shape[0]):\n",
    "    if y_train[i] == -1:\n",
    "        y_train[i] = 0  ## Label 0 for normal 1 for abnormal\n",
    "for i in range(0, y_val.shape[0]):\n",
    "    if y_val[i] == -1:\n",
    "        y_val[i] = 0\n",
    "x_train, y_train, x_val, y_val = reshape_folds(x_train, x_val, y_train, y_val)\n",
    "print \"loading complete\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----- activations -----\n",
      "[[ 1.57400858  0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.70993543  0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 1.8190558   0.          0.         ...,  0.          0.          0.        ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.          0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 5.54564762  0.          0.         ...,  0.          0.          0.        ]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1, 9834, 20)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activations = np.array(get_activations(model,x_val,layer_name='dense_1'))\n",
    "activations.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = time.time()\n",
    "activations=np.reshape(activations,[9834,20])\n",
    "x_embedded = TSNE(n_components=2,perplexity=300,n_iter=5000).fit_transform(activations)\n",
    "print(x_embedded.shape)\n",
    "print(\"Elapsed time %s seconds\" %str((time.time()-t)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12387155d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15))\n",
    "plt.scatter(x_embedded[:,0],x_embedded[:,1],c=np.reshape(y_val,[9834,]))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.96318894])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(y_val-np.reshape(np.hstack(activations),[9834,1])<.5)/9834."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
